Papers by Zhifang Liao
Learning from Failures: Error Notebook-guided Secure Code Generation (2026.findings-acl)
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| Challenge: | Existing security code generation methods rely on abstract security knowledge, resulting in suboptimal security. |
| Approach: | They propose a framework that integrates a Security Error Notebook and a Function Erro Notebook to provide concrete, actionable guidance to LLMs. |
| Outcome: | The proposed framework achieves a substantial leap in SP@1 metric, with GPT-4o-mini performance improving from 60.21% to 66.7% on CodeGuard+. |